17.08.2026
05:45
The Russian digital asset market is entering a new era of regulation. Starting September 1, 2026, crypto exchangers and digital depositories will gain the right to legally advertise their services, but only within strict frameworks established by updated legislation. The new rules fundamentally change the approach to marketing in this sector, introducing mandatory elements and stringent restrictions on wording...
Cryptocurrency advertising in Russia from September 2026: new bans and mandatory warnings
The Russian digital asset market is entering a new era of regulation. Starting September 1, 2026, crypto exchangers and digital depositories will gain the right to legally advertise their services, but only within strict frameworks established by updated legislation. The new rules fundamentally change the approach to marketing in this sector, introducing mandatory elements and stringent restrictions on wording...
05:43
The Russian digital asset market is entering a new phase of regulation. Starting September 1, 2026, companies face fines ranging from 100,000 to 1 million rubles for violating advertising rules for crypto services. Supervisory functions are distributed among three key agencies: the FAS, Roskomnadzor, and the Bank of Russia. This creates a multi-level control system that fundamentally changes the rules of the game for market participants...
Fines for crypto advertising in Russia: the new reality of 2026
The Russian digital asset market is entering a new phase of regulation. Starting September 1, 2026, companies face fines ranging from 100,000 to 1 million rubles for violating advertising rules for crypto services. Supervisory functions are distributed among three key agencies: the FAS, Roskomnadzor, and the Bank of Russia. This creates a multi-level control system that fundamentally changes the rules of the game for market participants...
05:42
Swiss banking giant UBS is demonstrating an impressive shift in its strategy regarding digital assets. According to my analysis of fresh regulatory data, as of the end of the second quarter of 2024, the bank recorded call options on 1.95 million shares of BlackRock's bitcoin ETF IBIT. This is a colossal jump compared to the 80,000 shares the bank held just three months earlier — growth of roughly 24 times...
UBS has radically increased its bet on bitcoin's rise: exposure to call options on the ETF has grown 24-fold.
Swiss banking giant UBS is demonstrating an impressive shift in its strategy regarding digital assets. According to my analysis of fresh regulatory data, as of the end of the second quarter of 2024, the bank recorded call options on 1.95 million shares of BlackRock's bitcoin ETF IBIT. This is a colossal jump compared to the 80,000 shares the bank held just three months earlier — growth of roughly 24 times...
05:40
Hardware cryptocurrency wallet manufacturer SafePal has officially confirmed a personal data breach affecting approximately 39,798 customers. During the incident, disclosed on August 16, user names, shipping addresses, phone numbers, email addresses, and order details fell into the hands of third parties. This is a classic dataset for building targeted phishing campaigns.
It is important to emphasize: critical financial information has not been compromised...
SafePal discloses data breach: 40,000 users at risk of targeted attacks
Hardware cryptocurrency wallet manufacturer SafePal has officially confirmed a personal data breach affecting approximately 39,798 customers. During the incident, disclosed on August 16, user names, shipping addresses, phone numbers, email addresses, and order details fell into the hands of third parties. This is a classic dataset for building targeted phishing campaigns.It is important to emphasize: critical financial information has not been compromised...
05:39
Chinese tech giant Alibaba has reached an impressive milestone: the cumulative number of downloads of their open-source Qwen model family has exceeded 3 billion over the past six months. This figure reflects not just community interest, but a fundamental shift in the AI development industry.
To date, the corporation has publicly released more than 460 neural network architectures, which have served as the foundation for creating 300,000 derivative models and specialized solutions worldwide...
Qwen from Alibaba has surpassed the 3 billion download mark: an analysis of the open AI model phenomenon
Chinese tech giant Alibaba has reached an impressive milestone: the cumulative number of downloads of their open-source Qwen model family has exceeded 3 billion over the past six months. This figure reflects not just community interest, but a fundamental shift in the AI development industry.To date, the corporation has publicly released more than 460 neural network architectures, which have served as the foundation for creating 300,000 derivative models and specialized solutions worldwide...
05:36
The outgoing week was marked by Bitcoin's return to early August lows, a strategic pivot by miners toward AI infrastructure, and increased activity from hackers armed with neural networks. Additionally, law enforcement in Moscow conducted large-scale searches, and regulatory pressure on the crypto market in Russia continues to intensify.
Correction or the start of a new decline? July's optimism faded away...
Bitcoin under pressure: miner sell-off, AI arms race, and regulatory tightening
The outgoing week was marked by Bitcoin's return to early August lows, a strategic pivot by miners toward AI infrastructure, and increased activity from hackers armed with neural networks. Additionally, law enforcement in Moscow conducted large-scale searches, and regulatory pressure on the crypto market in Russia continues to intensify.Correction or the start of a new decline? July's optimism faded away...
05:35
Payment giant Stripe is in the final stages of negotiations to acquire OpenRouter, a platform that aggregates access to leading artificial intelligence models in a single interface. The estimated deal value exceeds $7 billion, signaling a strategic pivot by the company toward infrastructure for the AI economy.
OpenRouter has established itself as a critical gateway for developers, enabling requests to be routed to dozens of neural networks—from GPT-class models to open-source alternatives—without the need for separate integration with each provider...
Stripe is preparing to acquire OpenRouter: a $7 billion deal that will reshape the AI payments market.
Payment giant Stripe is in the final stages of negotiations to acquire OpenRouter, a platform that aggregates access to leading artificial intelligence models in a single interface. The estimated deal value exceeds $7 billion, signaling a strategic pivot by the company toward infrastructure for the AI economy.OpenRouter has established itself as a critical gateway for developers, enabling requests to be routed to dozens of neural networks—from GPT-class models to open-source alternatives—without the need for separate integration with each provider...
05:29
Withdrawal of Funds: Key Aspects of Security and Liquidity Management in 2024
The issue of withdrawing funds from cryptocurrency platforms remains one of the most critical aspects of managing digital assets. In current market conditions, when volatility reaches peak levels and the number of incidents involving the insolvency of individual services is growing, understanding the mechanics and risks of this process becomes a prerequisite for preserving capital.
Why the withdrawal process requires special attention Modern digital finance infrastructure offers many options for emergency liquidity, but each carries a unique set of risks...
Why the withdrawal process requires special attention Modern digital finance infrastructure offers many options for emergency liquidity, but each carries a unique set of risks...
05:27
How to Safely and Quickly Top Up Your Crypto Account Balance: An Analyst's Guide
Topping up a crypto account is a routine operation for any trader or investor. However, despite its apparent simplicity, many users make mistakes that lead to loss of funds or delays in crediting. In this guide, we will break down the key principles of a safe and fast deposit.
Step 1: Verify the Address
The most important rule: always double-check the deposit address before sending funds. Copy the address only from the official website or app of the exchange, and compare the first and last characters of the address with the one you intend to send to. Attackers often use malware to substitute the address in the clipboard.
Step 2: Choose the Right Network
Make sure the network you select for the transfer matches the network supported by the receiving platform. For example, sending USDT via the ERC-20 network to an address that only supports TRC-20 will result in the loss of funds. Always check the network compatibility in the "Deposit" section of the exchange.
Step 3: Use the Correct Memo or Tag
Some platforms require a memo or tag for crediting funds. If you omit this field or enter it incorrectly, the funds may be credited to the wrong account or lost. Always fill in the memo exactly as specified in the deposit instructions.
Step 4: Start with a Small Test Transfer
If you are depositing a large amount, first send a small test transfer. This will help verify that the address, network, and memo are correct without risking significant funds. Once the test transfer is confirmed, proceed with the full amount.
Step 5: Monitor Confirmation Time
Different blockchains have different confirmation times. For example, Bitcoin can take from 10 minutes to over an hour, while Ethereum may take a few minutes. Check the current network load and choose a reasonable fee to avoid delays. Some exchanges allow you to track the status of your deposit in real time.
Step 6: Use Two-Factor Authentication (2FA)
Enable 2FA on your account to protect it from unauthorized access. This is especially important if you store significant amounts of cryptocurrency. Even if an attacker obtains your password, they will not be able to withdraw funds without the second authentication factor.
Step 7: Avoid Public Wi-Fi
Never perform financial transactions over public Wi-Fi networks. Use a secure, private connection or a VPN. Public networks are often vulnerable to man-in-the-middle attacks, which can lead to the interception of your data.
Conclusion
Following these simple rules will help you avoid common mistakes and ensure a safe and fast deposit. Always remain vigilant and double-check every detail before sending funds. Remember: in the world of cryptocurrencies, transactions are irreversible, and the responsibility for the correctness of the operation lies entirely with you.
The issue of topping up your balance is one of the first and most important operations that every user of cryptocurrency platforms encounters. How correctly and securely you carry out this procedure affects not only the safety of your funds but also how quickly you can start trading.
Main methods of topping up Today, there are several key ways to deposit funds into crypto exchanges and wallets...
Main methods of topping up Today, there are several key ways to deposit funds into crypto exchanges and wallets...
05:26
Banking spreads on cryptocurrency in Russia: why the market will quickly crush a 5-7% margin
The launch of cryptocurrency banking operations in Russia will be marked by inflated spreads, but the margin will not be able to hold at 5–7% or higher. Under competitive conditions, such figures are doomed to rapid decline. The key factor will not be banks' appetite for excess profits, but the cost structure: the cost of liquidity, clients' willingness to pay for a regulated framework, and the difference compared to familiar fiat transfer channels...
05:24
The Central Bank's limit of 300,000 rubles: Russia's crypto market is becoming an "elite club"
The initiative of the Central Bank of Russia to allow Bitcoin, Ethereum, and USDT into exchange trading is, without a doubt, a historic step for the domestic crypto industry. For the first time, we have legal infrastructure that could bring the market out of the "gray" zone. However, upon closer inspection, the regulator's proposal paints a less rosy picture for the mass investor.
The key point that changes everything is the annual limit of 300,000 rubles for non-qualified investors...
The key point that changes everything is the annual limit of 300,000 rubles for non-qualified investors...
05:22
Starting September 1, 2026, advertising of services for organizing cryptocurrency circulation will be permitted in Russia for the first time in two years. However, the ban on advertising digital currencies themselves remains in place. Such is the paradox of the new regulation, which takes effect at a time when the infrastructure for legal operations is still being formed.
The Logic of the 2024 Ban Until recently, the answer to the question of advertising cryptocurrencies and related services was extremely simple: it was prohibited...
Advertising crypto services in Russia: a strange transition period begins
Starting September 1, 2026, advertising of services for organizing cryptocurrency circulation will be permitted in Russia for the first time in two years. However, the ban on advertising digital currencies themselves remains in place. Such is the paradox of the new regulation, which takes effect at a time when the infrastructure for legal operations is still being formed.The Logic of the 2024 Ban Until recently, the answer to the question of advertising cryptocurrencies and related services was extremely simple: it was prohibited...
05:20
Starting September 1, 2026, Russian crypto exchanges and digital depositories will be allowed to advertise their services, but with significant caveats. The new legislation introduces strict frameworks: advertising becomes possible only if stringent content requirements are met and mandatory warnings are included. Let's break down what exactly can and cannot be written to avoid breaking the law.
Mandatory elements of advertising The law requires four key blocks to be included in advertising...
Cryptocurrency Advertising in Russia: New Restrictions and Mandatory Wording Starting in September
Starting September 1, 2026, Russian crypto exchanges and digital depositories will be allowed to advertise their services, but with significant caveats. The new legislation introduces strict frameworks: advertising becomes possible only if stringent content requirements are met and mandatory warnings are included. Let's break down what exactly can and cannot be written to avoid breaking the law.Mandatory elements of advertising The law requires four key blocks to be included in advertising...
05:19
The Russian digital asset market is entering a new phase of regulation, and one of the most sensitive aspects is advertising. Starting this fall, companies face fines ranging from 100,000 to 1 million rubles for violations of crypto service promotion rules. At the same time, supervisory functions are distributed among three key agencies: the FAS, Roskomnadzor, and the Bank of Russia. Let's examine how this system will work in practice...
Fines for crypto advertising in Russia: up to 1 million rubles and triple oversight
The Russian digital asset market is entering a new phase of regulation, and one of the most sensitive aspects is advertising. Starting this fall, companies face fines ranging from 100,000 to 1 million rubles for violations of crypto service promotion rules. At the same time, supervisory functions are distributed among three key agencies: the FAS, Roskomnadzor, and the Bank of Russia. Let's examine how this system will work in practice...
05:17
The tokenized assets sector is experiencing an unprecedented surge in activity. My analysis of fresh data shows: over the past 30 days, the number of unique addresses holding digitized shares has jumped by 124%, reaching 1.31 million. This is not just a statistical fluctuation — it is a signal of a fundamental shift in how the market perceives real-world assets (RWA) on the blockchain.
Particularly telling is the growth in transfer volume: it has increased by nearly 180% and now stands at $23...
The tokenized stock market is exploding: the number of holders has grown by 124% in a month.
The tokenized assets sector is experiencing an unprecedented surge in activity. My analysis of fresh data shows: over the past 30 days, the number of unique addresses holding digitized shares has jumped by 124%, reaching 1.31 million. This is not just a statistical fluctuation — it is a signal of a fundamental shift in how the market perceives real-world assets (RWA) on the blockchain.Particularly telling is the growth in transfer volume: it has increased by nearly 180% and now stands at $23...
05:16
Swiss banking giant UBS is demonstrating an impressive turnaround in its strategy regarding digital assets. According to my analysis of fresh regulatory data, as of the end of the second quarter of 2024, the bank held call options on 1.95 million shares of BlackRock's IBIT exchange-traded fund. This is a colossal jump—24 times more compared to the previous quarter, when the figure stood at just 80,000 shares...
UBS has radically increased its bet on bitcoin's rise: exposure to call options on ETFs has grown 24-fold.
Swiss banking giant UBS is demonstrating an impressive turnaround in its strategy regarding digital assets. According to my analysis of fresh regulatory data, as of the end of the second quarter of 2024, the bank held call options on 1.95 million shares of BlackRock's IBIT exchange-traded fund. This is a colossal jump—24 times more compared to the previous quarter, when the figure stood at just 80,000 shares...
05:14
On August 16, hardware crypto wallet manufacturer SafePal officially confirmed a data breach affecting approximately 39,798 customers. As a result of the incident, personal information ended up in the hands of third parties: user names, delivery addresses, phone numbers, email addresses, and order details.
It is important to emphasize: the incident did not affect critically sensitive information...
Data breach at SafePal: compromise affected nearly 40,000 users
On August 16, hardware crypto wallet manufacturer SafePal officially confirmed a data breach affecting approximately 39,798 customers. As a result of the incident, personal information ended up in the hands of third parties: user names, delivery addresses, phone numbers, email addresses, and order details.It is important to emphasize: the incident did not affect critically sensitive information...
05:12
Chinese corporation Alibaba has reached an impressive milestone: over the past six months, the total number of downloads of its open AI models from the Qwen family has exceeded 3 billion. This is a landmark event that vividly demonstrates the shifting balance of power in the global artificial intelligence market.
To date, Alibaba has released more than 460 neural networks into the public domain, based on which third-party developers have created about 300,000 derivative models...
Alibaba's Qwen models have surpassed the 3 billion download mark: why China dominates open AI
Chinese corporation Alibaba has reached an impressive milestone: over the past six months, the total number of downloads of its open AI models from the Qwen family has exceeded 3 billion. This is a landmark event that vividly demonstrates the shifting balance of power in the global artificial intelligence market.To date, Alibaba has released more than 460 neural networks into the public domain, based on which third-party developers have created about 300,000 derivative models...
05:10
The outgoing week was marked by several tectonic shifts at once: Bitcoin miners are mass-selling their reserves to pivot to AI infrastructure, cybercriminals are actively arming themselves with neural networks, and regulators worldwide are tightening their grip. We break down the key events.
Bitcoin Pulled Back to August Lows The July momentum has fizzled out. On August 14, the leading cryptocurrency fell below $63,000, returning to levels seen at the start of the month...
Weekly roundup: Bitcoin miners are massively pivoting to AI, and neural networks are becoming hackers' weapons.
The outgoing week was marked by several tectonic shifts at once: Bitcoin miners are mass-selling their reserves to pivot to AI infrastructure, cybercriminals are actively arming themselves with neural networks, and regulators worldwide are tightening their grip. We break down the key events.Bitcoin Pulled Back to August Lows The July momentum has fizzled out. On August 14, the leading cryptocurrency fell below $63,000, returning to levels seen at the start of the month...
05:08
Withdrawing crypto assets: how to safely and quickly transfer funds from an exchange
The issue of withdrawing funds is one of the key concerns for any participant in the crypto market. In my practice, I have repeatedly observed how even experienced traders lose time and money due to carelessness at this stage. Understanding the mechanics and potential risks is not just a useful skill, but a mandatory condition for preserving your capital.
Main withdrawal methods There are two fundamentally different paths: withdrawing to fiat money (to a bank card or account) and withdrawing in cryptocurrency (to an external wallet)...
Main withdrawal methods There are two fundamentally different paths: withdrawing to fiat money (to a bank card or account) and withdrawing in cryptocurrency (to an external wallet)...
05:07
How to properly top up your crypto account balance: instructions for investors
The procedure for funding a cryptocurrency account is the first and, perhaps, the most important step for any trader or long-term investor. The safety of your funds and the speed of entering the market depend on how correctly you carry out this operation. In my practice, I have more than once encountered situations where carelessness at this stage led to the loss of digital assets.
Main methods of depositing funds There are several standard methods for financing a trading account...
Main methods of depositing funds There are several standard methods for financing a trading account...
05:05
The Russian market for bank cryptocurrency operations is just beginning to take shape, and the first steps will be costly for clients. However, in my assessment, current forecasts of markups of 5–7% and higher will not stand the test of time — competition will inevitably drive these spreads down to market levels.
At the start, banks will be forced to factor significant costs into pricing: the cost of liquidity, compliance procedures, risk hedging, and building new infrastructure...
Banking spreads on cryptocurrency in Russia: a high bar at the start and competitive pressure
The Russian market for bank cryptocurrency operations is just beginning to take shape, and the first steps will be costly for clients. However, in my assessment, current forecasts of markups of 5–7% and higher will not stand the test of time — competition will inevitably drive these spreads down to market levels.At the start, banks will be forced to factor significant costs into pricing: the cost of liquidity, compliance procedures, risk hedging, and building new infrastructure...
05:03
Executive Director of RAKIB Alexander Brazhnikov presented a mixed assessment of the Central Bank's initiative to allow Bitcoin, Ethereum, and USDT for exchange trading. On one hand, this creates long-awaited legal infrastructure, but on the other, the annual limit of 300,000 rubles for non-qualified investors turns retail access into a formality rather than a real financial tool.
In my assessment, the regulator is betting on forming a full-fledged market exclusively for qualified participants...
The Central Bank's limit of 300,000 rubles: a crypto market for the chosen few or a dead end for retail?
Executive Director of RAKIB Alexander Brazhnikov presented a mixed assessment of the Central Bank's initiative to allow Bitcoin, Ethereum, and USDT for exchange trading. On one hand, this creates long-awaited legal infrastructure, but on the other, the annual limit of 300,000 rubles for non-qualified investors turns retail access into a formality rather than a real financial tool.In my assessment, the regulator is betting on forming a full-fledged market exclusively for qualified participants...
05:01
Starting September 1, 2026, advertising of services for organizing cryptocurrency circulation will be permitted in Russia for the first time in two years. However, the ban on advertising digital currencies themselves remains in place. This creates a unique and, frankly, strange situation in the market, which I will analyze from a professional perspective.
Why the 2024 ban was logical Until recently, the answer to the question about advertising cryptocurrencies and related services was extremely simple: it is not allowed...
Advertising crypto services in Russia: a strange transition period and new rules of the game
Starting September 1, 2026, advertising of services for organizing cryptocurrency circulation will be permitted in Russia for the first time in two years. However, the ban on advertising digital currencies themselves remains in place. This creates a unique and, frankly, strange situation in the market, which I will analyze from a professional perspective.Why the 2024 ban was logical Until recently, the answer to the question about advertising cryptocurrencies and related services was extremely simple: it is not allowed...
04:59
Starting September 1, 2026, strict advertising rules for crypto exchanges and digital deposit services come into force in Russia. The legalization of the industry has finally gained clear contours: you can advertise your services, but only within strictly defined boundaries. My colleagues and I have carefully studied the new law, and it fundamentally changes approaches to marketing in this field.
What can and cannot be written The key innovation is the mandatory presence of four elements in every advertisement...
Cryptocurrency advertising in Russia from September: new bans and mandatory wording
Starting September 1, 2026, strict advertising rules for crypto exchanges and digital deposit services come into force in Russia. The legalization of the industry has finally gained clear contours: you can advertise your services, but only within strictly defined boundaries. My colleagues and I have carefully studied the new law, and it fundamentally changes approaches to marketing in this field.What can and cannot be written The key innovation is the mandatory presence of four elements in every advertisement...
04:58
The Russian digital asset market is entering a new phase of regulation, and companies that decide to promote their crypto services now have serious reasons for concern. According to the latest legislative changes, legal entities face fines ranging from 100,000 to 1 million rubles for violating crypto product advertising rules. Oversight functions are distributed among three key agencies: the Federal Antimonopoly Service (FAS), Roskomnadzor, and the Bank of Russia...
Cryptoadvertising in Russia: new fines of up to 1 million rubles and division of oversight between FAS, Roskomnadzor, and the Central Bank
The Russian digital asset market is entering a new phase of regulation, and companies that decide to promote their crypto services now have serious reasons for concern. According to the latest legislative changes, legal entities face fines ranging from 100,000 to 1 million rubles for violating crypto product advertising rules. Oversight functions are distributed among three key agencies: the Federal Antimonopoly Service (FAS), Roskomnadzor, and the Bank of Russia...
04:56
The real-world asset (RWA) tokenization sector is experiencing a rapid surge, and the figures from the past month clearly confirm this. The number of unique addresses holding tokenized stocks has soared by 124% to 1.31 million. This is not just a correction or a local spike, but a structural shift indicating growing confidence among institutional and retail investors in the on-chain representation of traditional securities...
The market for tokenized stocks has exploded: the number of holders has more than doubled in a month.
The real-world asset (RWA) tokenization sector is experiencing a rapid surge, and the figures from the past month clearly confirm this. The number of unique addresses holding tokenized stocks has soared by 124% to 1.31 million. This is not just a correction or a local spike, but a structural shift indicating growing confidence among institutional and retail investors in the on-chain representation of traditional securities...
04:55
Swiss banking giant UBS is demonstrating an unprecedented appetite for bitcoin instruments, radically revising its strategy regarding digital assets. According to my analysis of fresh data as of June 30, the bank increased its exposure to call options on BlackRock's IBIT exchange-traded fund 24-fold—from 80,000 to 1.95 million shares. This is not merely a position adjustment, but a signal of a fundamental shift in institutional perception of the crypto market...
UBS explosive growth: exposure to bitcoin-ETF call options increased 24-fold
Swiss banking giant UBS is demonstrating an unprecedented appetite for bitcoin instruments, radically revising its strategy regarding digital assets. According to my analysis of fresh data as of June 30, the bank increased its exposure to call options on BlackRock's IBIT exchange-traded fund 24-fold—from 80,000 to 1.95 million shares. This is not merely a position adjustment, but a signal of a fundamental shift in institutional perception of the crypto market...
04:54
On August 16, hardware crypto wallet manufacturer SafePal officially confirmed a personal data breach affecting approximately 39,798 customers. Names, shipping addresses, phone numbers, email addresses, and order details of users fell into the hands of third parties.
It is important to emphasize: the incident did not affect critically sensitive information. Seed phrases, private keys, passwords, banking details, and document data remained secure — SafePal fundamentally does not store such information on its servers...
SafePal Data Breach: 40,000 Users at Risk of Phishing
On August 16, hardware crypto wallet manufacturer SafePal officially confirmed a personal data breach affecting approximately 39,798 customers. Names, shipping addresses, phone numbers, email addresses, and order details of users fell into the hands of third parties.It is important to emphasize: the incident did not affect critically sensitive information. Seed phrases, private keys, passwords, banking details, and document data remained secure — SafePal fundamentally does not store such information on its servers...
04:52
Chinese tech giant Alibaba has reached an impressive milestone: over the past six months, the total number of downloads of their open-source AI models from the Qwen family has exceeded 3 billion. This is not just a number, but a marker of a tectonic shift in the industry, where open weights are becoming the main battlefield for developers' minds.
The corporation has made more than 460 neural networks publicly available, which have served as the foundation for creating 300,000 derivative models...
Alibaba's open-source Qwen models have surpassed the 3 billion download mark: a phenomenon that is reshaping the AI market
Chinese tech giant Alibaba has reached an impressive milestone: over the past six months, the total number of downloads of their open-source AI models from the Qwen family has exceeded 3 billion. This is not just a number, but a marker of a tectonic shift in the industry, where open weights are becoming the main battlefield for developers' minds.The corporation has made more than 460 neural networks publicly available, which have served as the foundation for creating 300,000 derivative models...